wkcn commented on issue #15624: asnumpy() took a lot of time when converting 
NDARRAY into numpy?
URL: 
https://github.com/apache/incubator-mxnet/issues/15624#issuecomment-513868734
 
 
   Yes, it is correct. When using GPU context, MXNet need to allocate GPU 
memory in the first time. After that, MXNet can get the memory allocation from 
the memory pool, so it takes less time.
   
   It takes more time to allocate GPU memory than allocating CPU memory.

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